The Global Capability Center (GCC) model has outgrown the cost-arbitrage story that launched it in the 1990s. Labour-cost differentials still exist, but no board approves a multi-year capability investment for savings a competitor can match by lunchtime. What multinationals are buying today is access to talent at scale, ownership of critical technology, speed of execution across time zones, and the resilience that comes from not depending on a single geography or a single vendor. On each of those measures, Pakistan has moved from an afterthought to a serious option.
This article looks at how the GCC mandate has shifted globally, what separates centres that create enterprise value from those that merely process work, why Pakistan is emerging as a capability destination in its own right, and how organisations should approach the build-versus-partner decision when entering a new hub.
From back office to enterprise nerve centre
The GCC has passed through three distinct generations. The first, beginning with Texas Instruments in Bengaluru in 1985 and accelerating through the 2000s, was the captive back office: payroll, accounts payable, Level 1 support and maintenance of legacy applications, chosen because they were rule-based and cheap to relocate. Success was measured in cost per transaction.
The second generation, roughly 2010 to 2020, saw centres take on engineering and product work. Parent companies discovered that the teams maintaining their systems understood those systems better than anyone, and began giving them ownership of modules, then platforms, then products. The centre became a delivery engine, measured on throughput and quality.
The third generation, now under way, is the GCC as an enterprise function in its own right. EY's 2025 GCC Pulse Survey found that 92 percent of centres now aim to deliver value beyond cost savings and 87 percent plan to own end-to-end global business processes, not fragments of them. Nasscom and Zinnov describe the shift as moving from delivery engine to enterprise nerve centre. Many multinationals have placed global heads of engineering, data, cybersecurity or finance transformation inside their centres rather than at headquarters, and that pattern is visible in Pakistan too: S&P Global's Islamabad operation, now 20 years old and over 1,400 people strong, runs data, research and analytics functions for the group's global markets business.
The practical consequence is that the questions a leadership team asks about its GCC have changed. The first-generation question was "how much can we save?" The third-generation question is "which capabilities do we want to own, and where in the world can we build them fastest and most durably?"
What distinguishes a high-performing GCC
The gap between centres that transform their parent and centres that simply absorb work comes down to a handful of design choices made early.
- Ownership, not tasks. High-performing centres own outcomes: a product line, a data platform, a global process from intake to close. Centres that receive work in tickets, with decisions made elsewhere, never develop the context that makes judgement possible, and never retain the people who want to exercise it.
- Leadership with a seat at the table. When the centre's head reports into a global functional leader and sits on that leader's management team, priorities flow in both directions. When the centre reports through a regional operations layer, it is managed as a cost line and behaves like one.
- Talent strategy built for depth, not volume. First-generation centres hired for scale and accepted attrition as the cost of doing business. Third-generation centres compete for architects, data engineers, security specialists and product managers, invest in career paths that lead to global roles, and treat retention of institutional knowledge as a risk to manage.
- Engineering discipline as the operating standard. A centre that ships to production for a global enterprise cannot rely on heroics. Automated pipelines, quality engineering, observability and security-by-design are the minimum, and they are what give headquarters the confidence to hand over more.
- A measurement model that reflects value. Cost per FTE is a first-generation metric. Mature centres report on time-to-market for the products they own, revenue or margin influenced, incidents avoided, and intellectual property created. ISG's 2025 GCC study notes that staffing is shifting from labour arbitrage toward higher-skilled work that drives innovation and productivity, and the metrics have to follow.
The common thread is trust. Each of these choices transfers authority from the centre of the organisation to its capability hub, and each one works only when the hub has proven it can carry the weight.
The AI dimension: capability centres as AI delivery hubs
Artificial intelligence has become the single biggest driver of new GCC investment, and it is reshaping what a capability centre is for. Nasscom and Zinnov report that nearly half of the centres established since 2021 were set up with AI mandates, and more than 1,200 centres now embed AI and machine learning capability. EY's 2025 survey found 58 percent of centres had moved agentic AI beyond experimentation into production or scaled pilots. ISG's 2025 study reaches the same conclusion from the provider side: enterprises intend to use AI inside their GCCs so those centres can take on higher-value work, not to shrink them.
The reason is structural. Building enterprise AI requires three things that capability centres are unusually well placed to provide. The first is proximity to data: the teams that run a company's core platforms, integrations and data pipelines are the teams that can make that data usable for models. The second is engineering depth at scale: production AI is mostly software engineering, MLOps, security and evaluation, with the model itself a small part of the system. The third is cost-effective experimentation: AI programmes fail often before they succeed, and a hub with strong talent at a sustainable cost base can afford the iteration cycles that headquarters budgets cannot.
For Pakistan, this is the opening. The country's engineering workforce has grown up on cloud-native development and is now building agentic systems, retrieval-based assistants and analytics platforms for international clients; the federal government adopted a National AI Policy in 2025 and is investing in AI skilling through PSEB and Ignite. A capability centre in Islamabad or Lahore that combines platform engineering with applied AI, governed by the data-residency and security controls regulated clients require, is a more compelling proposition today than a pure cost-saving centre ever was.
Pakistan: a capability hub hiding in plain sight
Pakistan's GCC story has been under-told because much of it happened quietly. Teradata has run a Global Consulting Centre out of Islamabad and Lahore for two decades, serving EMEA clients with several hundred consultants. S&P Global marked 20 years in Pakistan in 2025 with a 1,400-person operation whose average tenure exceeds five years, a retention figure most tier-one Indian hubs would envy. British American Tobacco opened a Global Business Solutions hub in Lahore in 2021 that now employs over 350 professionals. Bentley Systems, Siemens, IBM, VMware and Ciklum have all established research, development or consulting centres in the country. These are not pilot projects; they are mature operations that have survived multiple economic cycles.
The fundamentals behind these decisions are measurable. Talent and demographics: nearly two-thirds of Pakistan's 240 million people are under 30, universities produce tens of thousands of computing and engineering graduates a year, and the country has 2.37 million registered freelancers who earned over $1 billion in FY26, evidence of a workforce already accustomed to delivering for international clients. Cost and stability: operating costs remain materially below India's tier-one cities, and attrition in established Pakistani centres is lower, which protects the institutional knowledge a capability centre exists to build. Geography: Pakistan's working day overlaps the Gulf fully and Europe for most of the afternoon, with a workable hand-off window to North America, which suits enterprises headquartered in the GCC states, the UK and continental Europe. Policy: PSEB-registered IT exporters pay a concessionary 0.25 percent final tax on export income, extended in the FY2026-27 budget to June 2029, and companies licensed within Special Technology Zones receive ten-year income tax and customs duty exemptions plus foreign-exchange facilitation. Kearney's Global Services Location Index has ranked Pakistan the second most financially attractive offshore destination globally.
The constraints deserve equal candour. Pakistan's GCC ecosystem is still young compared with India's 2,100-plus centres; internet reliability and international payment friction remain practical irritants that industry bodies raise every budget cycle; a 2026 HEC competency assessment found graduate skills uneven, which means employers must invest in structured upskilling; and global enterprises weigh country perception alongside fundamentals. None of these is disqualifying, but each argues for entering through a partner who has already solved them: an established local technology firm with enterprise delivery experience, ISO 27001 and SOC 2 certifications, PSEB registration and a working recruitment engine can give a multinational a managed entry point, absorbing setup risk while the parent decides how much to internalise over time.
Build, partner or hybrid: choosing an operating model
There is no single right structure, but there is a right sequence. Deloitte's 2025 Global Business Services survey finds mature organisations seeking a balance between in-house centres and outsourcing rather than committing wholly to either, and EY reports outsourcing's share within GCC operations rising from 8 to 12 percent in a year as centres partner for speed.
| Model | Best suited to | Main trade-off |
|---|---|---|
| Build (captive) | Enterprises with a long-term commitment, a clear capability thesis and the appetite to manage entity setup, hiring and compliance directly | Slowest to stand up; full fixed-cost exposure from day one |
| Partner (managed capability) | Organisations entering a new geography, testing a capability, or needing to scale within months rather than years | Less direct control; depends on the partner's governance and talent quality |
| Hybrid (build-operate-transfer) | Enterprises that want partner speed now and ownership later | Requires a clear transfer plan and contract terms agreed at the outset |
In practice, most successful centres in emerging hubs begin with a partner or hybrid model, and Pakistan is no exception. The partner provides the legal entity, facilities, recruitment engine, security posture, PSEB and tax compliance, and delivery management; the parent provides direction, standards and the roadmap. As the team proves itself on real outcomes, functions transfer, and what began as a managed service becomes an owned capability. The transfer point is a decision the enterprise makes from a position of knowledge, not a bet it places before the first hire.
Funavry Technologies as a capability partner in Pakistan
Funavry Technologies is an example of the kind of partner this model depends on. Founded in Islamabad in 2018 and registered with the Pakistan Software Export Board since that year, Funavry delivers enterprise software, data platforms and applied AI for clients in the Gulf, Europe and North America, and increasingly acts as the managed capability layer through which international organisations establish and grow engineering teams in Pakistan.
What Funavry brings to that role maps directly onto the questions a multinational asks before committing to a new hub:
| Question the parent asks | What Funavry provides |
|---|---|
| Can we trust the security posture? | ISO 27001:2022 certification and a SOC 2 Type II report covering security, availability and confidentiality controls across secure software development, QA and automation |
| Can the team do real engineering, not just support? | Delivery track record across enterprise applications, data warehousing and BI (including the Del Monte Fresh Produce analytics platform with an AI natural-language reporting agent), workflow automation and agentic AI solutions |
| How fast can we start? | An existing legal entity, offices, recruitment pipeline and compliance framework, so a dedicated team can be stood up in weeks rather than the 9-12 months a greenfield captive typically requires |
| How do we retain ownership? | Dedicated-team and build-operate-transfer structures with transfer terms agreed at the outset, so IP, processes and people move to the parent when it chooses |
| Will governance meet our standards? | PSEB registration, P@SHA membership, and a compliance programme owned at CTO level with annual external audits |
The intent is not to replace the parent's own capability but to accelerate it: Funavry absorbs the setup risk, applies the engineering and quality standards an international client expects from day one, and hands over a functioning centre rather than a plan.
Capability is the new arbitrage
The GCC model has outgrown the spreadsheet that justified it. The centres creating the most value for their parents today are not the cheapest; they are the ones trusted to own products, platforms and processes that the enterprise cannot afford to get wrong. Cost remains a factor, but it has become the entry ticket rather than the prize.
For technology leaders, the implication is to treat a capability centre as an engineering and talent investment with the same rigour applied to any other strategic asset: a clear thesis on what it will own, leadership with real authority, engineering discipline as a non-negotiable, and a geographic footprint chosen for resilience as much as for rates. Pakistan belongs on that shortlist, and the companies already operating here have shown what twenty years of quiet, compounding capability looks like. Funavry works with enterprises on exactly this question, helping them stand up, operate and scale delivery capability in Islamabad, Lahore and Karachi with the governance, security certifications and quality standards a global parent expects. The organisations that get this right will find that their capability centre is no longer where work is sent. It is where the next generation of their business is built.
References
- State Bank of Pakistan data on FY2026 IT exports, reported July 2026. Nukta · Outsource Accelerator
- Government of Pakistan, Economic Survey 2025-26, ICT chapter (ICT exports, freelancer earnings, PSEB Software Technology Parks, AI Policy 2025). Business Recorder · Daily Times
- S&P Global, 20 years of operations in Pakistan, June 2025. ProPakistani
- Teradata Global Consulting Pakistan, Islamabad and Lahore offices. Teradata · Express Tribune
- Special Technology Zones Authority, new zones and incentives, January 2026. Aaj News
- Federal Budget FY2026-27, extension of the 0.25 percent final tax regime for IT exports to June 2029. Arab News · Profit
- P@SHA, Federal Budget 2026-27 Policy Recommendations (Kearney GSLI ranking, sector constraints). P@SHA
- EY India, Global Capability Center Pulse Survey 2025, November 2025 (value beyond cost, agentic AI adoption). EY · Coverage
- Nasscom and Zinnov, GCC Value Orbit: From Delivery Engine to Enterprise Nerve Centre, May 2026 (global benchmark, AI-mandated centres). Reuters coverage · Summary
- ISG, Market Lens 2025 Global Capability Centers Study.
- Deloitte, 2025 Global Business Services Survey, May 2025. Deloitte
